{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression as LR\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.feature_selection import SelectFromModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = load_breast_cancer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9508145363408522"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LR_ = LR(solver=\"liblinear\",C=0.9,random_state=420)\n",
    "cross_val_score(LR_,data.data,data.target,cv=10).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 9)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 根据l1正则化作特征工程，l1会将无用的特征标记为0\n",
    "X_embedded = SelectFromModel(LR_,norm_order=1).fit_transform(data.data,data.target)\n",
    "X_embedded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9368107769423559"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_val_score(LR_,X_embedded,data.target,cv=10).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.0, 30)\n",
      "(0.10669143894339903, 17)\n",
      "(0.21338287788679805, 12)\n",
      "(0.32007431683019705, 11)\n",
      "(0.4267657557735961, 8)\n",
      "(0.5334571947169952, 8)\n",
      "(0.6401486336603941, 6)\n",
      "(0.7468400726037931, 5)\n",
      "(0.8535315115471922, 5)\n",
      "(0.9602229504905913, 5)\n",
      "(1.0669143894339903, 5)\n",
      "(1.1736058283773894, 4)\n",
      "(1.2802972673207882, 2)\n",
      "(1.3869887062641872, 2)\n",
      "(1.4936801452075863, 2)\n",
      "(1.6003715841509853, 1)\n",
      "(1.7070630230943844, 1)\n",
      "(1.8137544620377835, 1)\n",
      "(1.9204459009811825, 1)\n",
      "(2.0271373399245816, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 通过调整threshold选择特征过滤的范围\n",
    "fullx = []\n",
    "fsx = []\n",
    "\n",
    "threshold = np.linspace(0,abs((LR_.fit(data.data,data.target).coef_)).max(),20)\n",
    "\n",
    "k=0\n",
    "\n",
    "for i in threshold:\n",
    "    X_embedded = SelectFromModel(LR_,threshold=i).fit_transform(data.data,data.target)\n",
    "    fullx.append(cross_val_score(LR_,data.data,data.target,cv=5).mean())\n",
    "    fsx.append(cross_val_score(LR_,X_embedded,data.target,cv=5).mean())\n",
    "    print((threshold[k],X_embedded.shape[1]))\n",
    "    k+=1\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(threshold,fullx,label=\"full\")\n",
    "plt.plot(threshold,fsx,label=\"feature selection\")\n",
    "plt.xticks(threshold)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 调整逻辑回归的超参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9561090225563911 7.01\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fullx = []\n",
    "fsx = []\n",
    "\n",
    "C=np.arange(0.01,10.01,0.5)\n",
    "\n",
    "for i in C:\n",
    "    LR_ = LR(solver=\"liblinear\",C=i,random_state=420)\n",
    "    fullx.append(cross_val_score(LR_,data.data,data.target,cv=10).mean())\n",
    "    X_embedded = SelectFromModel(LR_,norm_order=1).fit_transform(data.data,data.target)\n",
    "    fsx.append(cross_val_score(LR_,X_embedded,data.target,cv=10).mean())\n",
    "print(max(fsx),C[fsx.index(max(fsx))])\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(C,fullx,label=\"full\")\n",
    "plt.plot(C,fsx,label=\"feature selection\")\n",
    "plt.xticks(C)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "细化学习曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9561090225563911 6.055\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fullx = []\n",
    "fsx = []\n",
    "\n",
    "C=np.arange(6.05,7.05,0.005)\n",
    "\n",
    "for i in C:\n",
    "    LR_ = LR(solver=\"liblinear\",C=i,random_state=420)\n",
    "    fullx.append(cross_val_score(LR_,data.data,data.target,cv=10).mean())\n",
    "    X_embedded = SelectFromModel(LR_,norm_order=1).fit_transform(data.data,data.target)\n",
    "    fsx.append(cross_val_score(LR_,X_embedded,data.target,cv=10).mean())\n",
    "print(max(fsx),C[fsx.index(max(fsx))])\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(C,fullx,label=\"full\")\n",
    "plt.plot(C,fsx,label=\"feature selection\")\n",
    "plt.xticks(C)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9490601503759398"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#验证模型效果:降维之前\n",
    "LR_ = LR(solver=\"liblinear\",C=6.055,random_state=420)\n",
    "cross_val_score(LR_,data.data,data.target,cv=10).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9561090225563911"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#验证模型效果:降维之后\n",
    "LR_ = LR(solver=\"liblinear\",C=6.055,random_state=420)\n",
    "X_embedded = SelectFromModel(LR_,norm_order=1).fit_transform(data.data,data.target)\n",
    "cross_val_score(LR_,X_embedded,data.target,cv=10).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 9)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_embedded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
